where \(C_a\)  refers to the \(a^{th}\)  clause. The quantum approximate optimization algorithm (QAOA) is a well-studied algorithm that approximately solves CO problems [1]}. The algorithm requires that \(C\)  is encoded into a unitary operator
\(U(\gamma , C) = e^{-iC\gamma },\) 
